{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<contextlib.ExitStack at 0x18d7a03f350>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "import numpy\n",
    "import random\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "import matplotlib.pyplot as plt \n",
    " \n",
    "x = torch.unsqueeze(torch.linspace(-1,1,100),dim=1)\n",
    "y = x+1\n",
    "x,y = Variable(x),Variable(y)\n",
    "plt.ion()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Net(torch.nn.Module):\n",
    "    def __init__(self,n_feature,n_hidden,n_output):\n",
    "        super(Net,self).__init__()\n",
    "        #两层感知机\n",
    "        self.hidden = torch.nn.Linear(n_feature,n_hidden)\n",
    "        self.predict = torch.nn.Linear(n_hidden,n_output)\n",
    " \n",
    "    def forward(self,x):\n",
    "        x = F.relu(self.hidden(x))\n",
    "        x = self.predict(x)\n",
    "        return x\n",
    " \n",
    "net = Net(1,8,1)  #输入节点1个，隐层节点8个，输出节点1个\n",
    "optimizer = torch.optim.SGD(net.parameters(),lr = 0.2)\n",
    "loss_func = torch.nn.MSELoss()\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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i/a7kK4qTkxagXrN6GM4KIKPAwEJERGYbVtb/+ifGfDsFbS7/pnhp/eXe7bC+ZU8c7NucQcWIMLAQEZFZDgMFz12LMT/OhkvUE8VL6w9v5Y/ThctjSdvKDCtGhoGFiIjMyt5TIQjvOxgL/tyleJ/1lZrjy4Y94FDAGUu4Yq1RYmAhIiKzKVmOO/w7yowYgCZPlC2t/+AdZ0z1G4ZG/t3xjYMdV6w1YgwsRERk8sM/07aeQ4ddq9H35BbFS+vvKFMP45v2w/TeDdijYgIYWIiIyKTDysJ5W7Bsx1yUDb+haJ9ndu9gfJN+OO3TDNM5/GMyGFiIiMgkh4BO/PMQV4aNw/YD65AzQdnS+r95VMWoFoPRp2M9LKjjweEfE8LAQkREJter8s2afRi9cQaG3lW2tP4LG1t82bAn1lduARenXOjGsGJyGFiIiMhkBF+4h99HfIm1B1cpXlr/dKGyGN5yGG7lTbyzcmDrcgwrJoiBhYiITEL8nbtw/LAtvvznD8VL68+r9ymW12yLBCtruDraybDCOSumiYGFiIiMfr5KyFffwH3cSPhERSja53L+YhjWajgeepTC3Fbl4cKSZZPHwEJEREZr/5G/kdB/IJpcOKSofbzKCsu822Fhnc6Iy2GDJW1500JzwcBCRERG6fSS71Fh1GAUVLi0/g0nV/i39MfZwmU5/GOGGFiIiMioxD+PRPjng1B941rF+3xb5X1Mb9AdOR0d8H3nqqhV/F0O/5gZBhYiIjIaJ77djsJD+6Hwk/uK2oe944zRLYbgcPFq8vm89l6o45lPz2dJ2YGBhYiIsl9sLP7t54+aq5fACmpFu2wvWx8TmvRFRK48HAKyAAwsRESUvc6dg7pLFxS/cEFR86d2eTCuaX/sLFsPAxt6yh4VVgCZPwYWIiLKHq9fI2HWLGDiRFi9eqVol4PFq2F088EIz/Ou7FUZ1qQUg4qFYGAhIiLDu3YNTz/qhLx/nVHUPNrGDlMa9cLGSs2gUiUGFK5Ya1kYWIiIyHDUamDJErweMQJ5X75UtMupwuUwvKU/bju5yOcunK9ikRhYiIjIMO7ehbp7D6j27lH04RNrnbi0/ooaiUvrO+WyQRBLli0WAwsREem/V2XDBrzq2x82kcqW1r9UwEMurX81fzGIaCIeM1iybNEYWIiISH8ePQL69wc2b4aNwqX1l9T6EAvrdMIr68Q9OAREgpWufw2HDx9G69at4ebmJic+bdu27Y3tDx06JNulfISFhWm1CwoKQrFixWBnZwdvb2+cOnWK7xARkQmL/2UH4sqVl2FF6dL6H30yE3Pe6yLDiihZ3tC7Fo6MbsSwQroHlujoaFSqVEkGDF1cvXoV9+/fT3oUKFAg6bVNmzbB398fgYGBOHv2rDx+s2bN8PDhQ11Pj4iIsltkJG5/+CmsP2iNnOHKfo+vq9ISLbp/Je8DJIZ/NCXLPiU4X4UyOSTUokUL+dCVCChOTk5pvjZv3jz07t0b3bt3l8+XLl2KnTt3YtWqVRgzZozOfxYREWWT33/Hi06fwv3uLcVL649KtrS+JpqwZJneuoclsypXrgxXV1c0adIER48eTdoeFxeHM2fOwNfX9/8nZWUlnx8/fjzNY8XGxuL58+daDyIiykYxMcCoUVDXr4/cCsOKWFq/ac+vk8KKZr7Kkk+rcgiIDD/pVoQU0WNSvXp1GTS++eYbNGjQACdPnkTVqlXx6NEjxMfHo2DBglr7iedXrlxJ85jTp0/HpEmT9H3qRESkxLlzwGefARcvJvWQZLS0/hfNBmBXmbpJ21iyTNkeWEqXLi0fGrVr10ZISAjmz5+Pb7/9NlPHDAgIkHNeNEQPi7u7e5acLxERKfT6NTBzplxaX/6/AvtL1MCY5oMQ/o6zfK6JJixZJqMsa65ZsyaOHDki/z9fvnywtrbGgwcPtNqI5y4uiasapmRraysfRESUTf75B+jSBTh5UlHzqJy5MLVhT7m0Pv5bWl9gyTIZdWA5d+6cHCoScubMiWrVqmH//v3w8/OT2xISEuTzgQMHZsfpERFRehISgK+/hnrUKKgULq1/snB5jGg5LGlpfWd7G4xvVR4uDna8yzLpL7BERUXh+vXrSc9DQ0NlAHF2dkaRIkXkcM3du3exbt06+fqCBQvg4eGB8uXLIyYmRs5hOXDgAPbs2ZN0DDG807VrVznPRfS+iH1E+bSmaoiIiIzA7dtAjx7Avn2K5qqIpfXn1OuClTXayKX1NftMa+vFHhXSf2A5ffo0GjZsmPRcM5dEBI41a9bINVZu3bqlVQU0fPhwGWJy586NihUrYt++fVrH6NChA8LDwzFhwgS5oJyoKAoODk41EZeIiLJpaf3vvwdEr3eEsqX1LxYsAf+Ww/BP/mJJ2zj8Q29DpVaL70TTJibdOjo6IiIiAg4ODtl9OkRE5iM8HOjXD9iyRVHz1yorfF3rI3xVp2PS0vrC+JZl0a2OB4d/KNOf37yXEBERpe2XX4DevUUVhKLm/+Z1g3+r4Tjn9v/KUNV/PSsMK/S2GFiIiEibWIxTDPevXKl4lzVVW2FGg26IsbFL2sZVaykrMbAQEdH/HT4sJiUCN24oan7/nXcx8v2hOOJRJdVrnLNCWYmBhYiIEpfWHzdO3NwtcZKtAlvKN8Qk38/x3O6dpG0sWSZ9YWAhIrJ0Z88mLq1/6ZKi5k9yOWBsswEILl0naRtLlknfGFiIiCyVWE5/xgxA3JtN4dL6ez1rYmwzsbR+Xq3tHP4hfWNgISKyRFevJi6tf+qUouaROXNhcuPe2OzVRGtp/YENPeU9gDj8Q/rGwEJEZGlL6wcFAaNHAwqX1j/hXkEurX/HsWCqcuVhTUoxqJBBMLAQEVnS0vrilif79ytqHmttg1nvdcGqGm2gVlklbWe5MmUHBhYiInMnqn6++w4YNEjx0voXCpbAsFbDcT1fkVSvcb4KZQcGFiIic19a//PPga1bFS+tH+TTAV/V7oDX1tofEU65bBDUuSpqFX+XPStkcAwsRETm6uefE5fWf/hQUfMQ58LyhoV/JVtaX9BEkxntveQEW6LswMBCRGSOS+sPHQqsXq14l9XVWmNm/a5aS+trcAiIjAEDCxGROTl0COjWDbh5U1Hzu3nyY+T7Q3CsWGWt7VyxlowNAwsRkTkQJcpffAHMn694ly0VGmGi7+eItLVP2sYVa8lYMbAQEZm606cTF4G7fFlR88diaf3mA7G7VO1Ur3H4h4wVAwsRkal69QqYNg2YMgWIj1e0y56SteR9gB7Zay+tL4xvWRbd6nhw+IeMEgMLEZEpunIl8YaFondF8dL6fbDZy1draf3kq9YyrJAxY2AhIjK1pfW/+goYMwaIiVG0y7EiFTHy/aG461gg1WtctZZMBQMLEZGpEJU/Ymn9gwcVNY/JkROz3uuK1dVbay2tnxznrJCpYGAhIjKFpfXXrgUGDwYiIxXtct7FE8NaDkdIPvdUr7FkmUwRAwsRkTETq9SKpfW3bVO8tP5XtTsiyOfjVEvrs2SZTBkDCxGRsRL3/xFhRdwPSIHrzoXlDQsvuJZM83UO/5ApY2AhIjI24o7KQ4YkDgMptKraB3Jp/Vgb21Sv8aaFZA4YWIiIjMmBA4lL69++raj5HQextP4wHC9aMdVrvGkhmRMGFiIiY/DiBRAQACxapHiXH7x8MaVxb62l9ZPjEBCZEwYWIqLs9scfiYvAXb2qqHl4bie5tP7ekrXSfH1gQ0/Zo8IKIDInDCxERNm5tP7UqcCXXypeWj+4lA++aDoAj+2dUr2mWbF2WJNSDCpkdhhYiIiyw6VLib0qZ88qav48Z25MbPI5firfKNXS+gJXrCVzx8BCRGTopfUXLkycrxIbq2iXI0UrYdT7Q3DPIfXS+hqcr0LmjoGFiMhQbtxIrAD67TfFS+vPqN8Na6u1SndpfZYsk6VI+yfgDQ4fPozWrVvDzc0NKpUK2zJYffGnn35CkyZNkD9/fjg4OMDHxwe7d+/WajNx4kR5rOSPMmXK6H41RETGurT+qlVAxYqKw8o515Jo2W0h1lT/IM2wovrvoSlZZlghc6dzYImOjkalSpUQFBSkOOCIwLJr1y6cOXMGDRs2lIHnzz//1GpXvnx53L9/P+lx5MgRXU+NiMj4PHgAtGkD9Oyp6D5Ar6ysMbduZ7T/dA5C3k19H6DkQ0BLPq3KISCyGDoPCbVo0UI+lFqwYIHW82nTpmH79u345ZdfUKVKlf+fSI4ccHFx0fV0iIiM108/JS6t/+iRoub/vFsE/q38cdHFM902LFkmS2XwOSwJCQmIjIyEs7Oz1vZr167JYSY7Ozs5bDR9+nQUKVIkzWPExsbKh8bz58/1ft5ERIq9fg2MGgXMn6+oeQJU+KaGH+a+9xlic+RMsw1LlsnS6Twk9LbmzJmDqKgofPzxx0nbvL29sWbNGgQHB2PJkiUIDQ1FvXr1ZLBJiwgzjo6OSQ939/S7TYmIDEr0pjRrpjis3HEogE6dpmFao55vDCsCS5bJkqnUajEbLJM7q1TYunUr/Pz8FLVfv349evfuLYeEfH1902337NkzFC1aFPPmzUNPMe6roIdFhJaIiAg5sZeIKFucOweI34c3bypqvsmriVxaP8o29xvbubJkmcyU+PwWHQ9KPr8NNiS0ceNG9OrVC5s3b35jWBGcnJxQqlQpXL9+Pc3XbW1t5YOIyGhs2JA4sfblS0VL649pMQj7Pb3TbeNsb4PxrcrDxcGO81WIDDUktGHDBnTv3l1+bdmyZYbtxZBRSEgIXF35rwkiMoGF4MaOBT75RFFY+bVUbTTrGZRuWNGUK09r64W2VQrBpwTXVyHKVA+LCBPJez7EfJNz587JSbRikmxAQADu3r2LdevWJQ0Dde3aFQsXLpRzVcLCwuT2XLlyyW4gYcSIEbLUWQwD3bt3D4GBgbC2tkanTp34LhGR8RLz7MTy+tu3Z9j0ZQ5bjGvaH1sqpL20vgZXrCXKosBy+vRpuZaKhr+/v/wqQomYOCvWULl161bS68uXL8fr168xYMAA+dDQtBfu3Lkjw8njx4/lAnN169bFiRMn5P8TERntqrUffABcuKBoYm2fduNwqWDxdNtwxVoiPU66NcVJO0REb+3334F27RStryLuAzTog1F4mjuxRzklTTThInBkiZ4b46RbIiKz8M03QP/+wKtXGTZdXqMtZjbohngr63TbcAiISBkGFiIipYvBjRiReKflDMRa22B0i8HYVv7/w+cpccVaIt0wsBARZeTpU6BDB2Dv3gybPrTPK+ernHMrnebrXLGWKHMYWIiI3uTq1cTJtf/8k2HTCwVLoHe78QhzyJfm61yxlijzGFiIiNKzZw8gbiMSEZFh0x1l6mHE+0MQY2OXbhvOVyHKPAYWIqKURPHkokVi3YbEheEyMKfep1js0yHd9VVYskz09hhYiIiSi4tLrAJauTLDpi9sbDGs5XDsLl07zdc10WRGey85wZaIMo+BhYhI4+FDoH174MiRDJvecciPPu3Gv3ExOA4BEWUdBhYiIuH8+cTJtQrutHy6UFl83vYLPLZ3SvN1liwTZT0GFiIicS+gzp2B6OgMm/7g5YtxTQcgLodNqtdYskykPwwsRGTZk2unTwe++CLDpvEqK0xr2AMrq7dJc3ItS5aJ9IuBhYgs08uXQM+ewIYNGTZ9njM3Bn8wCodKVE+3DeerEOkXAwsRWZ67dwE/P3H7+QybhuZ1Ra92ExCSzz3N11myTGQYDCxEZFn++ANo0wa4f1/RnZYHtBmDiFx5Ur3GkmUiw2JgISLLIYZ/evQAYmIybLqmaitMbdQLr63T/jXJISAiw2JgISLzJ1arHT8emDYtw6avrKwR2KQv1ldukeo1Z3sbjG9VHi4OdixZJjIwBhYiMm+RkcBnnyWWLmfgqV0e9GsbgBNFKmpt18SSaW292KNClE0YWIjIfN24kbgY3IULGTa9mq8IerWfgNtOLqle4/APUfZjYCEi83TgANChA/DoUYZN95WogaGtRyLKNneq18a3LItudTw4/EOUzayy+wSIiLJ8MbhZs4AmTRSFlaXe7dGn3bhUYUXEE1dHO4YVIiPBHhYiMq/5Kt27A1u2ZNg01joHxjQfjK0VGqV6javWEhkfBhYiMg9XrgBt2yZ+zUC4vRP6tB2HPwuVSfN1zlkhMj4MLERk+n78MbFnJSoqw6YXCpZA73bjEeagvdgbS5aJjBsDCxGZrlevgDFjgHnzFDX/pUw9jHx/CGJs7JK2sWSZyDQwsBCRaQoLAz7+GPj99wybvlZZYXqD7lhZwy/VnZY5/ENkGhhYiMj0HDkC9ccfQ6XgfkDhuZ0wqM2oVIvBDWzoKe8BxOEfItPAwEJEplWyvHAhEkaOhNXr1xk2P+tWGv3bBGjNV1H916syrEkpBhUiE8LAQkSmQUyo7dUL2LRJ0QJS31Z5H1Ma9UZcDpukbSxXJjJdDCxEZPxEqXK7dsDlyxk2fZnDFmObDUhzfRXOVyEyXQwsRGQ2Jcs3nFzRt+1YXCngobXdKZcNgjpXRa3i77JnhchEMbAQkVmULO/19MbwlsPw3O6dpG2aaDKjvZecYEtEFnQvocOHD6N169Zwc3ODSqXCtm3bMtzn0KFDqFq1KmxtbeHp6Yk1a9akahMUFIRixYrBzs4O3t7eOHXqlK6nRkTmVLLcuLGisBKvssKs97qgT7svtMKKZghoyadVOQREZImBJTo6GpUqVZIBQ4nQ0FC0bNkSDRs2xLlz5zB06FD06tULu3fvTmqzadMm+Pv7IzAwEGfPnpXHb9asGR4+fKjr6RGROZQsV62qaH2Vx7kc0OXjyfja52OoVVZJK9bO71AZG3rXwpHRjRhWiMyESq0WdYKZ3FmlwtatW+Hn55dum9GjR2Pnzp24ePFi0raOHTvi2bNnCA4Ols9Fj0qNGjWwePFi+TwhIQHu7u4YNGgQxogu4Qw8f/4cjo6OiIiIgIODQ2Yvh4iyk/hVtGgREkaMUFSyfM61FPr5BeC+Q36t4R/2qBCZDl0+v3XuYdHV8ePH4evrq7VN9J6I7UJcXBzOnDmj1cbKyko+17RJKTY2Vl5k8gcRmTAxobZTJ2DoUEVhRZQsf/zJzKSwInD4h8i86X3SbVhYGAoWLKi1TTwXIePly5d4+vQp4uPj02xzJZ27rk6fPh2TJk3S63kTkYFcvZpYsnzpUqZLlse3LItudTxYAURkxvTew6IPAQEBsvtI87h9+3Z2nxIRZcaWLUD16orCiihZbvfZbK2wIuKJq6MdwwqRBdB7D4uLiwsePHigtU08F2NVuXLlgrW1tXyk1UbsmxZRbSQeRGSixLBPQAAwZ46i5ns9a2J4S/80S5a5ai2RZdB7D4uPjw/279+vtW3v3r1yu5AzZ05Uq1ZNq42YdCuea9oQkZmVLIs5awrCyv9LlsexZJnIwuncwxIVFYXr169rlS2LcmVnZ2cUKVJEDtfcvXsX69atk6/37dtXVv+MGjUKPXr0wIEDB/DDDz/IyiENUdLctWtXVK9eHTVr1sSCBQtk+XR3sbolEZmPo0eh/ugjRXdZFiXLgz8YhaPFKidtEyXL41uVh4uDHe+yTGRhdA4sp0+flmuqJA8bgggcYkG4+/fv49atW0mve3h4yHAybNgwLFy4EIULF8Y333wjK4U0OnTogPDwcEyYMEFO0q1cubIseU45EZeILKVkuST6+wXgnkMB+VwTS6a19WKPCpGFeqt1WIwF12EhMvKS5d69gY0bFTX/rnILTG7cR+suy2JiLW9aSGR+dPn85r2EiEh/rl6Ful07qBRUAcXkyClLln+q0FhrO0uWiUhgYCEi/diyBa+7dEWOF9EZNr3p5CLvsny5QPGkbar/JtYyrBCRya7DQkRGTMxRGTkS+PBDRWFlX4kaaN11QaqwIrBkmYg02MNCRFlbstyxI/Dbbxk2TYAKc+t9iq99Pkq6caGG6FnhnBUiSo6BhYgMXrL8RJQstx6JIx5VkraxZJmI3oSBhYjeDkuWicgAGFiIKEtKlpVMiPu+cnNMavy5Vskyh3+ISAkGFiLKlPgrVxH7gR9yX0v7ruoZlSw75bJBUOeqqFX8XQ7/EFGGWCVERDr7c8FKxFSuqiisiJLltp/NSQorqv8eM9p7oY5nPoYVIlKEPSxEpNzr1/i3z2BUWb1EUXNRsuzfarjWjQs5BEREmcHAQkTKPHgAdceOKH7oUKZKlgc29JQ9KqwAIqLMYGAhoowdO5ZYsnzvnqKS5SGtR+B3j6paK9YOa1KKQYWIMo1zWIjozSXLX32FhPr1FYWVv1xKylVrk4cVgSvWEtHbYg8LEaVfstynD7Bhg6J/2ayv1ByTfPsgNkfOpG2cr0JEWYWBhYjeumR5XNP++NHLVz7nirVEpA8MLESUqmS51JjBsI99kWHbW44F0bftF7hUsDhXrCUivWJgIaJMlSzvL1EDw5KVLHP4h4j0iYGFiBB/PwxRbT9E8ZNHFZUsz6/7CRbX7pBUsjy+ZVl0q+PB4R8i0hsGFiILd+K7n1FiQA/kf/440yXLDCtEpG8MLESWSq3GpbFfotqsibBJiFdUsizusnzXUfsuyyxZJiJDYGAhskTR0Ujo1RvlNm5Q1Jwly0SU3RhYiCwMS5aJyBQxsBBZkLMLV6H06EEsWSYik8PAQmQxJctDUHX114qas2SZiIwNAwuRBZQsR7b7CMVPHNG5ZNkplw2COldFreLvcviHiLIVAwuRGTvx3S8oPqAHCjx/lGHbp3Z5ZMny4eLV5BCQeMxo74U6nvkMcq5ERG/CwEJkriXLX0xD1ZkTkTPhtc4lyxwCIiJjw8BCZI4ly737oNyG9Yqar6/UDJN8P5clywMbesoeFVYAEZGxYWAhMreS5TZtkfufyxm2jbW2kSXLmys2kcM/ro52GNakFIMKERmlxBuBEJFZlCy/rFxVUVi57VgQ7T6dnRRWBK5YS0TGjD0sROZQsvz5UFRdFaSo+YHi1WXJckSuPPI556sQkdn2sAQFBaFYsWKws7ODt7c3Tp06lW7bBg0aQKVSpXq0bNkyqU23bt1Svd68efPMXRGRBYkPe4Bn9RqiuIKwIkqW59XtjJ4fTpBhRZQsf9/LG0dGN2JYISLz62HZtGkT/P39sXTpUhlWFixYgGbNmuHq1asoUCCxwiC5n376CXFxcUnPHz9+jEqVKuGjjz7SaicCyurVq5Oe29ra6n41RBaEJctEZEl07mGZN28eevfuje7du6NcuXIyuOTOnRurVq1Ks72zszNcXFySHnv37pXtUwYWEVCSt8ubN2/mr4rIAu6yXLVrO0Vh5byLJ1p3WyDDimYIaMmnVdmrQkTm28MiekrOnDmDgICApG1WVlbw9fXF8ePHFR1j5cqV6NixI+zt7bW2Hzp0SPbQiKDSqFEjTJ06Fe+++26ax4iNjZUPjefPn+tyGUQmKT5BjdN/34br6KEo9+tWRftsqNgUE5v0ZckyEVlWYHn06BHi4+NRsGBBre3i+ZUrGd/5Vcx1uXjxogwtKYeD2rVrBw8PD4SEhGDs2LFo0aKFDEHW1tapjjN9+nRMmjRJl1MnMmnBF+9j1eo9mLwuEEUe3cywPUuWicjcGLRKSAQVLy8v1KxZU2u76HHREK9XrFgRJUqUkL0ujRs3TnUc0cMj5tEk72Fxd3fX89kTZV9Y+WlCEL7ZOR8OcS8UlSz39QvA3y6eLFkmIsucw5IvXz7Z4/HgwQOt7eK5mHfyJtHR0di4cSN69uyZ4Z9TvHhx+Wddv349zdfFfBcHBwetB5E5io97hYcDhmH51i8VhRVRstyq6wIZVgTOVyEiiwwsOXPmRLVq1bB///6kbQkJCfK5j4/PG/fdvHmznHfy6aefZvjn3LlzR1YTubrylyxZ7nyVP05dwR3v99Dl8KYM27NkmYjMnc5VQmIoZsWKFVi7di0uX76Mfv36yd4TUTUkdOnSRWtSbvLhID8/v1QTaaOiojBy5EicOHECN27ckOGnTZs28PT0lOXSRJY4BPT5gMUo3Lguip47oahkuftHE7GoTidAZaVVssxhICKy2DksHTp0QHh4OCZMmICwsDBUrlwZwcHBSRNxb926JSuHkhNrtBw5cgR79uxJdTwxxHT+/HkZgJ49ewY3Nzc0bdoUU6ZM4VosZHGCL9zDseFT8PX+bxTdZVmULIu7LN9xTPz546q1RGSuVGq1Wg0TJybdOjo6IiIigvNZyGSHgE5duIXHXXqi1fn/D7kqKVm2d7TH+Fbl4eJgx5JlIjLbz2/eS4jICIaAVoqS5W8nwif8hsKS5X74sWJT+XxhWy/2qBCR2WNgIcrukuXAr7FyxzydS5bF2ioc/iEiS8HAQpQdwz+hT/DgcSSejBiD5b9nXAUkHCxeDUNbjcBn71fBOK5YS0QWhoGFyMA9KpN+uYS4e2FY9Mss+N08r6hkeWGdTviqTkcUdMrNFWuJyCIxsBAZMKz0++4sKt+9gqDtM+AWmfGNC5/ZvYMhrUcm3biQK9YSkaViYCEy0DDQpJ//RuezOzFh/wpFJcsXCpZAv7ZjZcky56sQkaVjYCEyQFj5bt/fGLl+Gtr9fVDRPhsrNkVgk77Ilcce33euilrF32XPChFZNAYWIgOVLJdVWLI8vkk/bK70X8nyfyvWEhFZOgYWIiMqWe7nF4CLLFkmIkqFgYXICEqWD3lUw8QOYzDkYx+uWEtElAYGFqJsLlleVKejvHHh152rs0eFiCgdDCxEWViyXOneVXy9bbrikmWxENzVqnXxNYd/iIjeiIGFKBtLlrt/0gAr63hw+IeIKAMMLERvGVa+3X8pUyXLzu86oBvDChGRIgwsRG9TsrxmLyavC8xUyTJXrSUiUo6BhSiTYWVL4BKs3DkPDrHRGba/41AAfduOZckyEVEmMbAQ6ViyHPYkCk9GBGDF4Q2KS5YndRiDwSxZJiLKNAYWIh1KlmPvP8DCn2ej7c1zivZbWLuTLFsO6lyDPSpERG+BgYVIbyXLw3G1aj0EcfiHiOitMbAQvWEI6ETIY4z58Tw6/7kLE/YtV1SyfLFgCfT1C0D3zg1ZskxElEUYWIjeMAT09NEzfLk7CO0Vlixv8moiS5bz5nNkyTIRURZiYCFKZwioyNN72Lp1msKS5RwI9O2LTZWby+csWSYiyloMLEQpV6395RIaXT+J+TuUlyyLuyxfcC3JkmUiIj1hYCFKVrJ87GoYOv+yHAOP/6Bov988qmJihwCWLBMR6RkDC1m8lCXL9ViyTERkdBhYyKJp5qtUlCXLM1AoMjzDfViyTERkeAwsZLkr1ka8xJQdl/DJn7sQqEPJ8qiOE/DFwPdRq/i7HP4hIjIQBhayyOGf+xExsHsVgy/3fI32Fw/oVLK8oLsP6njm0/u5EhHR/zGwkMUN/6gBFHl6H8u2fqlTyfJv9f2wgENARETZgoGFLKpcWYSVxjqWLB+cGoQ27zfEl6wAIiLKNgwsZBFhZc3RUDx4Go3hR9Zj0PFNikuWp3X+ArsGtGVQISLKZlaZ2SkoKAjFihWDnZ0dvL29cerUqXTbrlmzBiqVSush9ktOrVZjwoQJcHV1Ra5cueDr64tr165l5tSIUg0D1Z15AIs3n8CazRMVhxVRstzjw0AM6+DDsEJEZIqBZdOmTfD390dgYCDOnj2LSpUqoVmzZnj48GG6+zg4OOD+/ftJj5s3b2q9PmvWLCxatAhLly7FyZMnYW9vL48ZExOTuasiSjZnpcDlv7BjzVC8d+PPDPeJsLVHtw8DsbFVTwR14foqRETGQqUW3Rs6ED0qNWrUwOLFi+XzhIQEuLu7Y9CgQRgzZkyaPSxDhw7Fs2fP0jye+OPd3NwwfPhwjBgxQm6LiIhAwYIF5b4dO3bM8JyeP38OR0dHuZ8IR2S5UpYsNz/2MwL3LYNtfMYly1dcSuDm8nVwKFeaK9YSERmALp/fOs1hiYuLw5kzZxAQEJC0zcrKSg7hHD9+PN39oqKiULRoURluqlatimnTpqF8+fLytdDQUISFhcljaIiTF8FIHDOtwBIbGysfyS+YKGXJ8tQ9S/Dhxf2K9t1cwReOq5ehWfXiej9PIiLS85DQo0ePEB8fL3s/khPPRehIS+nSpbFq1Sps374d3333nQwttWvXxp07d+Trmv10Oeb06dNlqNE8RA8PWTbN8I8IK6Jk+afvRioKK6JkeYbfUORZvxZNGVaIiCy3SsjHx0c+NERYKVu2LJYtW4YpU6Zk6piih0fMo0new8LQYrlDQCdCHmPMlguyZLnR9VNYsGOuwpLl/DgzezlG9mrD4R8iInMKLPny5YO1tTUePHigtV08d3FxUXQMGxsbVKlSBdevX5fPNfuJY4gqoeTHrFy5cprHsLW1lQ+ybMmHgKwS4nUqWT5crAqmdR6HnQwrRETmNySUM2dOVKtWDfv3/7+rXQzxiOfJe1HeRAwpXbhwISmceHh4yNCS/Jiix0RUCyk9Jln2EFDeFxE6lSx/5dMB3T+aiKEdWbJMRGS2Q0JiKKZr166oXr06atasiQULFiA6Ohrdu3eXr3fp0gWFChWS80yEyZMno1atWvD09JSVQrNnz5Zlzb169ZKvi3VZRBXR1KlTUbJkSRlgxo8fLyuH/Pz8svp6ycxWra2kw12WRcny0NYjcIV3WSYiMv/A0qFDB4SHh8uF3sSkWDFsExwcnDRp9tatW7JySOPp06fo3bu3bJs3b17ZQ3Ps2DGUK1cuqc2oUaNk6OnTp48MNXXr1pXHTLnAHFk2Tcny0evhuP/sJT75K1jnkuU+LFkmIrKMdViMEddhMX9ZUbLMKiAiIgtZh4XIGO6yvHTbNJR7GKqoZHl+64GoPHkkmnq5GeRciYhIPxhYyCxLlu85FkD4qu8w0s+Xwz9ERGaAgYVMomTZ/8h6DNahZPnVunVoXK+C3s+TiIgMg4GFjHoISJQsL/xljqIbFwqrG3aG6/wZaF6psN7Pk4iIDIeBhYy2ZLni/X/w9bbpKPw845LlmHccEDpvCbr07MQhICIiM8TAQkZZstzpr92YuG+popLlf1xLoMTh3SjrWcIg50pERIbHwEJGNV/F9lUsZu9Zgo8u7lO0748VGsNh9XKU8mTJMhGROWNgIaOZr+L+LAxLt05D+Yf/KipZXtBqICpNYckyEZElYGAhoyhZbhjyBxb8MgeOCkqW7zvkx8PV32MES5aJiCwGAwtle8nysKMbMOTYRkX7/l6sCuJYskxEZHEYWMigWLJMRESZwcBCBqsACot4iSk7L+tesmyfBzdEyXKvTzgERERkoRhYyGDDP5JarXvJ8m/BKFPSU/8nS0RERouBhQwy/COIkuWpupYsr1qGUiW5vgoRkaVjYCG9r1iLTJQsL2w1ABWnjGLJMhERSQwspL8Va/8bBtK5ZHnVdxjetgnnqxARURIGFtLbfBVRsjyEJctERJQFGFhIL/NVnF4+x6KfZ7NkmYiIsgQDC2XpirWC1/1rWCJLlh9muH/cOw74d+7XLFkmIqI3YmChrCtZBtDhr92YvHeJopLl56XLwWHnzyhTglVARET0ZgwslGUly5P3LkWHC3sV7X/3g49RaMNqIHduvZ4nERGZBwYWeuuS5cKiZHnbdFR4EJLhvgk2OYEFC1CoX19AxSEgIiJShoGF3qpkuYEoWd4xF04xURnur3Z3h9WPPwI1axrgbImIyJwwsNBblCxvxJBjGxTt/6hWPeT75ScgXz49nykREZkjBhbKVMmyuMty/dCzivYP6T0YJZbMA6yt9XqeRERkvhhYSG8ly6/zOEC1bh1K+LXR+7kSEZF5Y2Ah/ZQslxIly9sBT95lmYiI3h4DC2V9yXLrD1Fo41qWLBMRUZZhYCGtCqCwiJeYsvNyJkuWbYD5C1Cofz+WLBMRUZZiYKE0h390LlkuXDixZNnbW49nSkREloqBxcKlHP4RVOoEeZflwUc3wkrrlTeULP+8BcifX6/nSkRElssqMzsFBQWhWLFisLOzg7e3N06dOpVu2xUrVqBevXrImzevfPj6+qZq361bN6hUKq1H8+bNM3Nq9BYr1mpKlldvnoShRzcoCiuiZDnfkYMMK0REZFyBZdOmTfD390dgYCDOnj2LSpUqoVmzZnj4MO0y10OHDqFTp044ePAgjh8/Dnd3dzRt2hR3797VaicCyv3795MeGzYoW5CMMh9W1hwN1RoGqhB2HTvWDEWD0DOKSpbjt25DieULub4KERHpnUqtVmf8z+hkRI9KjRo1sHjxYvk8ISFBhpBBgwZhzJgxGe4fHx8ve1rE/l26dEnqYXn27Bm2bduWqYt4/vw5HB0dERERAQcHh0wdw9LnrHz81x5MkSXLrzLcnyXLRESUFXT5/NaphyUuLg5nzpyRwzpJB7Cyks9F74kSL168wKtXr+Ds7JyqJ6ZAgQIoXbo0+vXrh8ePH6d7jNjYWHmRyR+k25wVTVixfR2HGb8uwqzgRYrCiihZdvjzD4YVIiIy3km3jx49kj0kBQsW1Nounl+5ckXRMUaPHg03Nzet0COGg9q1awcPDw+EhIRg7NixaNGihQxB1mkMN0yfPh2TJk3S5dQtWrolyxEPsGTrNHixZJmIiIycQauEZsyYgY0bN8reFDFhV6Njx45J/+/l5YWKFSuiRIkSsl3jxo1THScgIEDOo9EQPSxiWIqUlyzX//cMFvwyB3ljIjM+CEuWiYjIlAJLvnz5ZI/HgwcPtLaL5y4uLm/cd86cOTKw7Nu3TwaSNylevLj8s65fv55mYLG1tZUPylzJ8qBjmzD0yHpFVUAQf/9iAjSrgIiIKBvpNIclZ86cqFatGvbv35+0TUy6Fc99fHzS3W/WrFmYMmUKgoODUb169Qz/nDt37sg5LK6urrqcHmVQsuz4MhKrfpwE/yPfKwsrAQHA7t0MK0REZHpDQmIopmvXrjJ41KxZEwsWLEB0dDS6d+8uXxeVP4UKFZLzTISZM2diwoQJWL9+vVy7JSwsTG5/55135CMqKkrOR2nfvr3spRFzWEaNGgVPT09ZLk1ZU7JcPuy6XGLfPUK7dywtagcHqNauBfz89HymREREegosHTp0QHh4uAwhInxUrlxZ9pxoJuLeunVLVg5pLFmyRFYXffjhh1rHEeu4TJw4UQ4xnT9/HmvXrpWlzWJCrlinRfTIcNgnC+asqNX4+PxexSXLkSXLIo8oWS5ZUv8nS0REpK91WIwR12FJe86K84sITNnzNVpePapo/7ut2ifeZdneXq/nSUREpOvnN+8lZKYly83+OYYvdwch34sIhSXL81Gof3+WLBMRkVFiYDGzkmUxsXbivmVoe+mQsoOIkuXNm4FatfR3okRERG+JgcVcSpbVarS/eAABh1Yp6lWRGjUCNm5kFRARERk9BhYzGP4pFX4DU/Ysgfedv5UfTNz3acoUIAe/BYiIyPjx08qEh39yx73EkKMb0POPbcihTlB0HLWzM1SrVgFt2ujxbImIiLIWA4uJDv+0uHoUE/avgGtU+jeJTOlBg6YouGEtkMGqxERERMaGgcXEVqwt9uQuJu1bhvqhZxUfI9LOHqETpqPimIGsAiIiIpPEwGIiK9bavopF/xM/ou/JHxUtAKfxtL4vHL5djYruhfV6rkRERPrEwGICc1YaXz+JwH3LUUTBsvoaMQVcYRe0CHnbt2evChERmTwGFiOes1L4WRi+2bcMviF/KN73tZUVbnfpA49Fs4A8efR6nkRERIbCwGKEJcuztp3DkCPr0ffkFti9jlN8jOfVa8F+5XJ4VPTS67kSEREZGgOLMQ3/PHuJJtdP4of9KxTdVVkj1vld2M6bC4cuXTj8Q0REZomBxUiGf4o+uYvV+5ej4b9nFO+boFLhzsddUGTJfCBvXr2eJxERUXZiYMnmYaCZW85g+OFv0fvUT7CNf6143/AyXnBe8w2KeNfU6zkSEREZAwaWbBIfn4BD05bgu7mTUCgyXPF+T+3yYFnznhj5w2xY2/DtIyIiy8BPvGzw+8+HYTt8GBpfV774WwJU2FSpKWa/1wXT+jRkWCEiIovCTz1DioxE6OBRqLVuBWwS4hXv9pdLSUxo0hcPy1bCtNbl0LyCq15Pk4iIyNgwsBho+OffRStQeNoEeDx6qHi/J7kcENSkOypMGI4xTrlR08MZ1lasAiIiIsvDwKJnR7fsQ+4Rw1Hlxnmdhn++r9ICc+t9hhm967NHhYiILB4Di748foybA4aj1g/fwlqdoHi3M25l5PDPk9IVMIPDP0RERBIDS1Z59Qq4eRMICUHC2bOInzUbRZ89Vbx7eG4nzGjQHT9VaIhxrcqjWx0PDv8QERH9h4FFFy9fAv/+K0MJrl/X/nrjhpisIptZ/fdQ4rXKCt9WbYn5dTsj0u4duDjaMawQERGlwMCSlvPngatX/x9INKHkzp0s/WNOFi6PwCZ9caWABzTxJLB1OYYVIiKiFBhY0iLuyfPXX3o7/IN3nPFlwx74uWz9pHv/iJ4VEVY4Z4WIiCg1Bpa0lCihl8ASZ5UDq6p/gMW1OyLKNjec7W0wvlV5uDjYsWSZiIjoDRhY0uLpmeWHPORRDZMb98a/7xaWwz/iMa2tF3tUiIiIFGBg0XNgCc3riimNeuNAiRoc/iEiIsokBpb0hoR0JBZ7u+eQHzfyuuJmXlfccHLDX26l8EfhclCrEmuGnHLZIKhzVdQq/i6Hf4iIiHTAwKJDD0tCDhvcdiqIEAcXGUpuOrkmfb3jWBBxOWzS3E8TTWa090Idz3x6PHEiIiLzxMCSlsKFgfbtAQ+PxN4WT0/8Fu+AHvvDEG9lrfPhOARERET0dhhY0mJlBfz4I+IT1DgV+gRhES8xZedlncPKwIaeskeFFUBERERvR+mCrFqCgoJQrFgx2NnZwdvbG6dOnXpj+82bN6NMmTKyvZeXF3bt2qX1ulqtxoQJE+Dq6opcuXLB19cX165dQ3YKvngfdWceQKcVJzDsh7/wJDpO8b4imrg62mFYk1LwKcH5KkRERAYPLJs2bYK/vz8CAwNx9uxZVKpUCc2aNcPDhw/TbH/s2DF06tQJPXv2xJ9//gk/Pz/5uHjxYlKbWbNmYdGiRVi6dClOnjwJe3t7ecyYmBhkV1jp991Z3I/Q/c/nirVERERZT6UW3Rs6ED0qNWrUwOLFi+XzhIQEuLu7Y9CgQRgzZkyq9h06dEB0dDR27NiRtK1WrVqoXLmyDCjij3dzc8Pw4cMxYsQI+XpERAQKFiyINWvWoGPHjhme0/Pnz+Ho6Cj3c3BwwNsQw0CiZyUzYQX/9axwvgoRERGy9PNbpx6WuLg4nDlzRg7ZJB3Ayko+P378eJr7iO3J2wui90TTPjQ0FGFhYVptxMmLYJTeMWNjY+VFJn9kFTFnJTNhRZQsf9/LG0dGN2JYISIiymI6BZZHjx4hPj5e9n4kJ56L0JEWsf1N7TVfdTnm9OnTZajRPEQPT1Z5GKlbWNGsWqspWeYwEBERkZFMus1uAQEBsvtI87h9+3aWHbtAHjudS5aXfFqVvSpERETGUtacL18+WFtb48GDB1rbxXMXF5c09xHb39Re81VsE1VCyduIeS5psbW1lQ99ECXIYh5KWEQM0pvcw5sWEhERGXEPS86cOVGtWjXs378/aZuYdCue+/j4pLmP2J68vbB3796k9h4eHjK0JG8j5qSIaqH0jqlPInyISbNCyhiS/KaFbasUYskyERGRsQ4JiZLmFStWYO3atbh8+TL69esnq4C6d+8uX+/SpYscstEYMmQIgoODMXfuXFy5cgUTJ07E6dOnMXDgQPm6SqXC0KFDMXXqVPz888+4cOGCPIaoHBLlz9lBDO+IYR4x3JMch3+IiIhMZKVbUaYcHh4uF3oTk2LFsI0IJJpJs7du3ZKVQxq1a9fG+vXrMW7cOIwdOxYlS5bEtm3bUKFChaQ2o0aNkqGnT58+ePbsGerWrSuPKRaayy4ilDQp5yKrhsREXDG3hcM/REREJrIOizHKynVYiIiIyMTXYSEiIiLKDgwsREREZPQYWIiIiMjoMbAQERGR0WNgISIiIqPHwEJERERGj4GFiIiIjB4DCxERERk9BhYiIiIyv6X5jZFmsV6xYh4RERGZBs3ntpJF980isERGRsqv7u7u2X0qRERElInPcbFEv9nfSyghIQH37t1Dnjx55N2fszr9iSB0+/Zts7xPkblfnyVcI6/P9Jn7NZr79VnCNT7X0/WJCCLCipubm9aNk822h0VcZOHChfX6Z4g3yBy/CS3l+izhGnl9ps/cr9Hcr88SrtFBD9eXUc+KBifdEhERkdFjYCEiIiKjx8CSAVtbWwQGBsqv5sjcr88SrpHXZ/rM/RrN/fos4RptjeD6zGLSLREREZk39rAQERGR0WNgISIiIqPHwEJERERGj4GFiIiIjJ7FB5Yvv/wStWvXRu7cueHk5KRoHzFPecKECXB1dUWuXLng6+uLa9euabV58uQJOnfuLBfYEcft2bMnoqKikB10PZcbN27IFYPTemzevDmpXVqvb9y4EYaWmb/rBg0apDr3vn37arW5desWWrZsKb83ChQogJEjR+L169cw9usT7QcNGoTSpUvL788iRYpg8ODBiIiI0GqXne9fUFAQihUrBjs7O3h7e+PUqVNvbC++78qUKSPbe3l5YdeuXTr/TBqSLte3YsUK1KtXD3nz5pUPce4p23fr1i3Ve9W8eXNkJ12ucc2aNanOX+xnLu9hWr9PxEP8/jDG9/Dw4cNo3bq1XF1WnMe2bdsy3OfQoUOoWrWqrBLy9PSU7+nb/lzrTG3hJkyYoJ43b57a399f7ejoqGifGTNmyLbbtm1T//XXX+oPPvhA7eHhoX758mVSm+bNm6srVaqkPnHihPr3339Xe3p6qjt16qTODrqey+vXr9X379/XekyaNEn9zjvvqCMjI5PaiW+f1atXa7VL/ndgKJn5u65fv766d+/eWuceERGh9XdQoUIFta+vr/rPP/9U79q1S50vXz51QECA2tiv78KFC+p27dqpf/75Z/X169fV+/fvV5csWVLdvn17rXbZ9f5t3LhRnTNnTvWqVavUf//9t3wfnJyc1A8ePEiz/dGjR9XW1tbqWbNmqS9duqQeN26c2sbGRl6nLj+ThqLr9X3yySfqoKAg+X12+fJldbdu3eS13LlzJ6lN165d5fdB8vfqyZMn6uyi6zWK7zMHBwet8w8LC9NqY8rv4ePHj7Wu7eLFi/J7Vly3Mb6Hu3btUn/xxRfqn376Sf4e2Lp16xvb//vvv+rcuXPLz0nxM/jVV1/J6wsODs7031lmWHxg0RDfWEoCS0JCgtrFxUU9e/bspG3Pnj1T29raqjds2CCfizdUfBP88ccfSW1+/fVXtUqlUt+9e1dtSFl1LpUrV1b36NFDa5uSb3RjvT4RWIYMGfLGH2grKyutX6pLliyRv3RjY2PVpvb+/fDDD/KXyatXr7L9/atZs6Z6wIABSc/j4+PVbm5u6unTp6fZ/uOPP1a3bNlSa5u3t7f6888/V/wzaczXl5IIy3ny5FGvXbtW68OuTZs2amOh6zVm9PvV3N7D+fPny/cwKirKaN9DXX4PjBo1Sl2+fHmtbR06dFA3a9Ysy/7OlLD4ISFdhYaGIiwsTHZXJr8Pguj+On78uHwuvoqu++rVqye1Ee3FPY9Onjxp0PPNinM5c+YMzp07J4ciUhowYADy5cuHmjVrYtWqVYpuEW4s1/f999/Lc69QoQICAgLw4sULreOKoYeCBQsmbWvWrJm8Adjff/8NQ8mq7yUxHCSGlHLkyJGt719cXJz8fkr+8yOuRTzX/PykJLYnb695LzTtlfxMGkpmri8l8X346tUrODs7p+qSF0OTYqivX79+ePz4MbJDZq9RDGMWLVpU3kCvTZs2Wj9H5vYerly5Eh07doS9vb1Rvoe6yuhnMCv+zpQwi5sfGpL4oRKSf5BpnmteE1/FN2Vy4oNC/ALStDGUrDgX8cNXtmxZOdcnucmTJ6NRo0ZyjseePXvQv39/+UtJzJcw9uv75JNP5C9PMYZ7/vx5jB49GlevXsVPP/2UdNy03mPNa6b0/j169AhTpkxBnz59sv39E+cSHx+f5t/tlStX0twnvfci+c+bZlt6bQwlM9eXkvheFN+XyX/5i7kO7dq1g4eHB0JCQjB27Fi0aNFCfhhYW1vD2K9RfECLQFyxYkUZnufMmSN/n4jQIm5ca07voZi3cfHiRfl7Mzljeg91ld7PoPgH3MuXL/H06dO3/r632MAyZswYzJw5841tLl++LCfxmfs1vi3xzbh+/XqMHz8+1WvJt1WpUgXR0dGYPXt2lnzg6fv6kn94i54UMdGvcePG8hdJiRIlYC7vn/iFIib+lStXDhMnTjTY+0eZM2PGDDnxWfxLPPmkVPGv9eTfr+KDX3yfinbi+9bY+fj4yIeGCCviH0HLli2TYdqciKAi3iPRa5mcqb+HxsAsA8vw4cPljOw3KV68eKaO7eLiIr8+ePBAfshpiOeVK1dOavPw4UOt/UR1iaje0OxvqGt823P58ccfZRd1ly5dMmwrum/FL5/Y2Ni3vt+Eoa4v+bkL169fl79ExL4pZ7iL91jIivfQENcXGRkp/1WXJ08ebN26FTY2NgZ7/9Ijhp/EvyY1f5ca4nl61yO2v6m9kp9JQ8nM9WmIXgcRWPbt2yc/zDL63hB/lvh+NfSH3dtco4b4XhQhWZy/Ob2HIvSLwCl6LzOSne+hrtL7GRTDzKKiS/x9ve33hCJZNhvGwibdzpkzJ2mbqC5Ja9Lt6dOnk9rs3r07WyfdZvZcxOTUlNUl6Zk6dao6b968akPKqr/rI0eOyOOI6oTkk26Tz3BftmyZnHQbExOjNvbrE9+TtWrVku9fdHS0Ub1/YnLewIEDk56LyXmFChV646TbVq1aaW3z8fFJNen2TT+ThqTr9QkzZ86U31vHjx9X9Gfcvn1bfg9s375dnR0yc40pJxaXLl1aPWzYMLN5DzWfI+KcHz16ZPTvoa6TbkXVZHKiUjHlpNu3+Z5QwuIDy82bN2U5oaZsV/y/eCQv3xU/WKL8K3n5nSjXEt9o58+flzO/0yprrlKlivrkyZPyw1CUlWZnWfObzkWUT4prFK8nd+3aNfkDJapSUhIlsytWrJClpaLd119/LcveRJm4sV+fKPWdPHmyDAGhoaHyfSxevLj6vffeS1XW3LRpU/W5c+dk+V7+/PmzraxZl+sTv+hFFY2Xl5e81uRllOK6svv9E+WP4pf6mjVrZCDr06eP/HnSVGR99tln6jFjxmiVNefIkUN+mImy38DAwDTLmjP6mTQUXa9PnLuo4Prxxx+13ivN7yDxdcSIETLMiO/Xffv2qatWrSq/DwwZnt/mGsXvVxG0Q0JC1GfOnFF37NhRbWdnJ8tfzeE91Khbt66snknJ2N7DyMjIpM86EVjE0h7i/8XnoSCuTVxjyrLmkSNHyp9BUYafVlnzm/7OsoLFBxZRaibesJSPgwcPplqvQkP8a2D8+PHqggULyjeocePG6qtXr6aqyxcfKiIEiX85de/eXSsEGVJG5yJ+gFJesyA+nN3d3WVSTkmEGFHqLI5pb28v1wlZunRpmm2N7fpu3bolw4mzs7N8/8S6JuIHMfk6LMKNGzfULVq0UOfKlUuuwTJ8+HCtsmBjvT7xNa3vafEQbY3h/RPrOBQpUkR+UIt/mYk1ZjREr5D4uUxZll2qVCnZXpRX7ty5U+t1JT+ThqTL9RUtWjTN90oEM+HFixcyOIvALIKaaC/WuMjKDwJ9X+PQoUOT2or36P3331efPXvWbN5D4cqVK/J927NnT6pjGdt7eDCd3xGaaxJfxTWm3Ef8zhB/H+IfeMk/E5X8nWUFlfhP1g0wEREREWU9rsNCRERERo+BhYiIiIweAwsREREZPQYWIiIiMnoMLERERGT0GFiIiIjI6DGwEBERkdFjYCEiIiKjx8BCRERERo+BhYiIiIweAwsREREZPQYWIiIigrH7H6tkscC4uB8PAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for t in range(100):\n",
    "    prediction = net(x)\n",
    "    loss = loss_func(prediction,y)\n",
    "    optimizer.zero_grad()\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "    if t%5==0:\n",
    "        plt.cla()\n",
    "        plt.scatter(x.data.numpy(),y.data.numpy())\n",
    "        plt.plot(x.data.numpy(),prediction.data.numpy(),'r-',lw=5)\n",
    "        plt.pause(0.1)\n",
    " \n",
    "plt.ioff()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
